{"id":"W4411669081","doi":"10.1016/j.invent.2025.100852","title":"Feasibility trial of an unguided ultra-brief online psychological intervention within an online mental health clinic: The “things you do” intervention","year":2025,"lang":"en","type":"article","venue":"Internet Interventions","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Ministry of Health, Saskatchewan","keywords":"Intervention (counseling); Mental health; Psychology; Psychological intervention; Clinical psychology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003099072,0.0007742307,0.0009123729,0.0005617788,0.0007801062,0.0007572233,0.0009897834,0.001623578,0.005140701],"category_scores_gemma":[0.004141454,0.0006050322,0.001001485,0.0003573362,0.0008994992,0.001111636,0.001242297,0.001732004,0.0005907341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006471018,"about_ca_system_score_gemma":0.002525345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016052,"about_ca_topic_score_gemma":0.002497059,"domain_scores_codex":[0.9977048,0.001507809,0.0001449684,0.0002022813,0.0001771606,0.0002629393],"domain_scores_gemma":[0.9975395,0.000945617,0.0003634084,0.0001882738,0.0001527748,0.0008103455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.447751,0.3702477,0.004693992,0.00187888,0.0006090281,0.000242807,0.001062676,0.0008507032,0.00662402,0.0004767298,0.001215589,0.1643469],"study_design_scores_gemma":[0.2741461,0.7049554,0.01642535,0.0001564863,0.0001918275,0.00006950413,0.0004322981,0.0007426791,0.0009888106,0.0001933637,0.001658845,0.00003938513],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970288,0.0002996965,0.001230004,0.0003606133,0.0002592819,0.02589734,0.000192459,0.00008600358,0.001386546],"genre_scores_gemma":[0.9442989,0.0004094495,0.008424629,0.0006184478,0.0001728638,0.04429013,0.0002316182,0.00001535206,0.001538646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005140701,"threshold_uncertainty_score":0.01719731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1886228022000655,"score_gpt":0.5264662014379786,"score_spread":0.3378433992379131,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}